{"id":"W2109735096","doi":"10.1176/appi.ps.54.6.878","title":"Mental Health Services Received by Depressed Persons Who Visited General Practitioners and Family Doctors","year":2003,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Referral; Mental health; Medicine; Depression (economics); Family medicine; Population; Psychiatry; Socioeconomic status; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002578203,0.0003682098,0.0003794656,0.0002194159,0.0007611263,0.0001330754,0.0002554133,0.0001555815,0.0006121632],"category_scores_gemma":[8.197154e-7,0.0003370797,0.00007062177,0.0005581756,0.00003850856,0.0004118037,0.00003363929,0.0001941643,0.0001176446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009216906,"about_ca_system_score_gemma":0.0000330672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006902592,"about_ca_topic_score_gemma":0.0004391417,"domain_scores_codex":[0.9974467,0.000372032,0.0004886653,0.0007324254,0.0002974265,0.0006628126],"domain_scores_gemma":[0.9987667,0.00006415798,0.0004169175,0.0003534151,0.00003498332,0.0003637883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001294535,0.003517332,0.8126252,0.002820807,0.0009620736,0.00002138668,0.04387396,0.00000742048,0.001103772,0.003299696,0.1188334,0.01164039],"study_design_scores_gemma":[0.0166442,0.001654053,0.6657963,0.0002147963,0.0003259601,0.000131555,0.06208514,0.0004003753,0.000205028,0.00101824,0.2495935,0.001930906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599349,0.02103355,0.00000792411,0.002349235,0.001641832,0.0008995785,0.0002200947,0.0001470909,0.01376582],"genre_scores_gemma":[0.981181,0.001427795,0.001180172,0.01293825,0.0002268067,0.0001512947,0.0006665896,0.00006369614,0.002164363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.146829,"threshold_uncertainty_score":0.9999081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100176851213874,"score_gpt":0.3243981308001977,"score_spread":0.313396362288059,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}